{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import Image"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 176
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as plt"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 177
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "orig_img = Image.open(\"test2.jpg\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 178
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imshow(orig_img)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 179,
       "text": [
        "<matplotlib.image.AxesImage at 0x7f1a3f7111d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RneOfjK2c3tj1mOu5Ts57upvZcNJsubow62JXrbxCAt4b+WOJH1UQnMC+Nog7kP/OPYDG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Pur5jSirZ1SkNs4ByAuoLXi1TCjbjQBDv8ZsexpncjRArTZhqZZpUwYIRSPuwgnXxGcjUmbKQ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\nFSoA/wMTjuIyPfLfZAAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f1a3e0a7750>"
       ]
      }
     ],
     "prompt_number": 179
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def stretch_hist_RGB(img):\n",
      "    in_channels = img.split()\n",
      "    out_channels = []\n",
      "    for ch in in_channels:\n",
      "        ch_data = list(ch.getdata())\n",
      "        ch_min, ch_max = min(ch_data), max(ch_data)\n",
      "        ch_out = ch.point(lambda x: (255.0 * (x - ch_min))/(ch_max - ch_min))\n",
      "        out_channels.append(ch_out)\n",
      "    img_out = Image.merge(\"RGB\", out_channels)\n",
      "    return img_out"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 180
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def stretch_hist_Y(img):\n",
      "    img_YCbCr = img.convert(\"YCbCr\")\n",
      "    Y, Cb, Cr = img_YCbCr.split()\n",
      "    ch_data = list(Y.getdata())\n",
      "    ch_min, ch_max = min(ch_data), max(ch_data)\n",
      "    Y_out = Y.point(lambda x: (255.0 * (x - ch_min))/(ch_max - ch_min))\n",
      "    img_out = Image.merge(\"YCbCr\", (Y_out, Cb, Cr)).convert(\"RGB\")\n",
      "    return img_out"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 193
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def plot_hist_RGB(img):\n",
      "    fig, axes = plt.subplots(1, 3, figsize=(16, 4), dpi=100)\n",
      "\n",
      "    R, G, B = img.split()\n",
      "    \n",
      "    hist_R = R.histogram()\n",
      "    hist_G = G.histogram()\n",
      "    hist_B = B.histogram()\n",
      "    \n",
      "    for x in xrange(0, 255):\n",
      "        axes[0].bar(x, hist_R[x])\n",
      "        axes[0].set_ylim([0, 255])\n",
      "        axes[0].set_title(\"R\")\n",
      "\n",
      "        axes[1].bar(x, hist_G[x])\n",
      "        axes[1].set_ylim([0, 255])\n",
      "        axes[1].set_title(\"G\")\n",
      "\n",
      "        axes[2].bar(x, hist_B[x])\n",
      "        axes[2].set_ylim([0, 255])\n",
      "        axes[2].set_title(\"B\")\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 194
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "img_stretch_RGB = stretch_hist_RGB(orig_img)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 195
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imshow(img_stretch_RGB)\n",
      "img_stretch_RGB.save(\"img_stretch_RGB.png\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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70VSiAg2lDW65oyXuX1knaG7diTJYhVMSoxu8t3Sd1yrAkbOzM87Oz3ny5DFP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cyRRqgZ3OzeH8UWENZMYkATRvNdF9ZlwbL2TF8XTwsW2lrHd9JknffiCH2rjXVdrb1WlayQU2HK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\nAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f1a3f90f950>"
       ]
      }
     ],
     "prompt_number": 196
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "img_stretch_Y = stretch_hist_Y(orig_img)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 197
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imshow(img_stretch_Y)\n",
      "img_stretch_Y.save(\"img_stretch_Y.png\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XE0wpY2JmbAaMtYzjADnhnQenXClMjGMgZwHmmnaFMZMCipqfMUYyI/v9gSlI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S/hT//0T19b+T/Nrf/vH/7QXCXCk6tLPLq8sAkwQJWHbJe7zT2K81jLd7K9R6SHHn+PSThZSf/d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+RGxQdPt6h9Q4L8/MYxu6tSZMnL08DSylcLMCkZj1DAjbjAbXlLXjZJLCzRUEQhELhfINLlq4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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f1a3e0a7c10>"
       ]
      }
     ],
     "prompt_number": 198
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_hist_RGB(orig_img)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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G8AAAAACoG8MdVjVSyy2UDT3lSwkA8I/KHADXLDDnHs6wuJFaji8lAMA/KnMA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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f1a3eb49d90>"
       ]
      }
     ],
     "prompt_number": 199
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_hist_RGB(img_stretch_RGB)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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idMXF4DmTAwAAAPireuoEELZY9aTW67HLZnuZexQBelLhF9t6FiR6UqPYfq1t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\nAGNQpAIAAAAAjEGRCgAAAAAwxv8HeVqBhfi3fvcAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f1a3e059c10>"
       ]
      }
     ],
     "prompt_number": 200
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_hist_RGB(img_stretch_Y)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Hx7Vu3Tr19/dryZIl+vSnP60jR46E/TCAYVo/8qY9Xue/LlocpVj4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\nRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x7f1a3d0d5990>"
       ]
      }
     ],
     "prompt_number": 201
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}